{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "db9e1d35-6244-4052-9632-c8b24adc6f45",
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "33136f57-c335-496b-b8b9-caf5a8ab005d",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_data_directory = r'C:\\Users\\imadc\\PrepareData\\train'\n",
    "test_data_directory =  r'C:\\Users\\imadc\\PrepareData\\test'\n",
    "validation_data_directory = r'C:\\Users\\imadc\\PrepareData\\train'\n",
    "\n",
    "target_size = (80, 80)\n",
    "batchsize = 8\n",
    "cm = 'categorical'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "383b1ce0-fca7-4360-9c04-f9d1bd352e04",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 128 images belonging to 2 classes.\n",
      "Found 32 images belonging to 2 classes.\n"
     ]
    }
   ],
   "source": [
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
    "\n",
    "train_data_generator = ImageDataGenerator(\n",
    "    rescale=1.0/255.0,  \n",
    "    rotation_range=20,  \n",
    "    width_shift_range=0.2,  \n",
    "    height_shift_range=0.2, \n",
    "    shear_range=0.2, \n",
    "    zoom_range=0.2,  \n",
    "    horizontal_flip=True,  \n",
    "    vertical_flip=False,  \n",
    "    fill_mode='nearest' ,\n",
    "    validation_split=0.2)\n",
    "\n",
    "\n",
    "train_data = train_data_generator.flow_from_directory(train_data_directory,\n",
    "                                              target_size= target_size, \n",
    "                                              batch_size=batchsize,\n",
    "                                              class_mode= cm,\n",
    "                                              shuffle= True,\n",
    "                                              subset = 'training')\n",
    "\n",
    "validation_data = train_data_generator.flow_from_directory(validation_data_directory,\n",
    "                                              target_size=target_size, \n",
    "                                              shuffle= True,\n",
    "                                              batch_size=batchsize,\n",
    "                                              class_mode=cm,\n",
    "                                              subset='validation')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "eaf58cb0-02ec-4b7a-9940-bcce0c18215a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "class_labels = {0: 'Close Eyes', 1: 'Open Eyes'}  \n",
    "\n",
    "images, one_hot_labels = next(train_data)\n",
    "labels = [class_labels[idx] for idx in one_hot_labels.argmax(axis=1)]\n",
    "\n",
    "num_images = min(batchsize, 10)\n",
    "plt.figure(figsize=(12, 5))\n",
    "\n",
    "for i in range(num_images):\n",
    "    plt.subplot(2, 8, i+1)\n",
    "    plt.imshow(images[i])\n",
    "    plt.title(labels[i])\n",
    "    plt.axis('off')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "25d5230b-ab59-45db-8006-8ae804d80ae6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 40 images belonging to 2 classes.\n"
     ]
    }
   ],
   "source": [
    "test_data_generator = ImageDataGenerator(rescale= 1./255)\n",
    "test_data = test_data_generator.flow_from_directory(test_data_directory,\n",
    "                                              target_size=target_size, \n",
    "                                              batch_size=batchsize,\n",
    "                                              class_mode= cm\n",
    "                                              )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c2790424-2f86-455d-85a0-3d49b10217ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.applications import InceptionV3\n",
    "from tensorflow.keras.models import Model\n",
    "from tensorflow.keras.layers import Dropout, Input , Flatten , Dense , MaxPooling2D\n",
    "from tensorflow.keras.optimizers import Adam\n",
    "\n",
    "#InceptionV3 pretrained model, just using its learning not its 1000 classes\n",
    "base_model = InceptionV3(include_top=False,\n",
    "                         weights='imagenet',\n",
    "                         input_tensor=Input(shape=(80, 80, 3)))\n",
    "\n",
    "base_output = base_model.output\n",
    "#base_output.summary()\n",
    "flattened_output = Flatten()(base_output)\n",
    "\n",
    "#fully connected layer with 64 neurons\n",
    "dense_layer = Dense(64, activation='relu')(flattened_output)\n",
    "\n",
    "#dropout layer to reduce overfitting\n",
    "dropout_layer = Dropout(0.5)(dense_layer)\n",
    "\n",
    "#final output layer with 2 neurons beacuse we have 2 classes\n",
    "output_layer = Dense(2, activation='softmax')(dropout_layer)\n",
    "\n",
    "#custom model specifying the input and output layers\n",
    "custom_model = Model(inputs=base_model.input, outputs=output_layer)\n",
    "\n",
    "# Freezeweights of base model \n",
    "for layer in base_model.layers:\n",
    "    layer.trainable = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "07e9e938-08c9-470c-9815-e590321db3d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "custom_model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "12dcdf35-3437-47a7-8e38-17a41eb0bb0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.callbacks import ModelCheckpoint, EarlyStopping, ReduceLROnPlateau"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "533a382f-2b84-439b-b737-40cacb8ae7ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Path to save your model\n",
    "model_path = r'C:\\Users\\imadc\\modelss\\newmodels.h5'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "dc2e89fc-19ab-4d84-ae63-5a8033405b08",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Callbacks and conditions for stopping the epochs and specific runs and storing the best values in the model\n",
    "\n",
    "val_accuracy_monitor = ModelCheckpoint(model_path, monitor='val_accuracy', save_best_only=True, patience=5, verbose = 3) \n",
    "\n",
    "accuracy_monitor = ModelCheckpoint(model_path, monitor='accuracy', save_best_only=True , patience = 5 ,verbose=3)\n",
    "\n",
    "val_loss_monitor = ModelCheckpoint(model_path, monitor='val_loss', save_best_only=True , patience = 5 , verbose=3)\n",
    "\n",
    "earlystopping_condition = EarlyStopping(monitor= 'val_loss' , patience=5 , restore_best_weights=True , verbose = 3)\n",
    "\n",
    "learning_rate = ReduceLROnPlateau(monitor= 'val_loss', patience = 5 , verboes = 3)\n",
    "\n",
    "\n",
    "training_monitors = [val_accuracy_monitor, accuracy_monitor , val_loss_monitor, earlystopping_condition, learning_rate]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "275d94fb-03bb-4007-a2d3-51b187715927",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16\n",
      "4\n"
     ]
    }
   ],
   "source": [
    "train_steps_per_epoch = len(train_data)\n",
    "val_steps_per_epoch = len(validation_data)\n",
    "\n",
    "print(train_steps_per_epoch)\n",
    "print(val_steps_per_epoch)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6629cac5-d047-473b-9734-2e334b2983cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "epochs = 25"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "efecf296-9550-4759-ab2f-b22560b3a855",
   "metadata": {},
   "outputs": [],
   "source": [
    "custom_model.compile(optimizer = 'Adam' , loss = 'categorical_crossentropy' , metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3fd23d5b-392a-4604-a9e2-893ca433a99e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/25\n",
      "16/16 [==============================] - ETA: 0s - loss: 0.3994 - accuracy: 0.7891\n",
      "Epoch 1: val_accuracy improved from -inf to 0.96875, saving model to C:\\Users\\imadc\\modelss\\newmodels.h5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\imadc\\AppData\\Roaming\\Python\\Python311\\site-packages\\keras\\src\\engine\\training.py:3000: UserWarning: You are saving your model as an HDF5 file via `model.save()`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')`.\n",
      "  saving_api.save_model(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch 1: accuracy improved from -inf to 0.78906, saving model to C:\\Users\\imadc\\modelss\\newmodels.h5\n",
      "\n",
      "Epoch 1: val_loss improved from inf to 0.13290, saving model to C:\\Users\\imadc\\modelss\\newmodels.h5\n",
      "16/16 [==============================] - 23s 646ms/step - loss: 0.3994 - accuracy: 0.7891 - val_loss: 0.1329 - val_accuracy: 0.9688 - lr: 0.0010\n",
      "Epoch 2/25\n",
      "16/16 [==============================] - ETA: 0s - loss: 0.2106 - accuracy: 0.9297\n",
      "Epoch 2: val_accuracy improved from 0.96875 to 1.00000, saving model to C:\\Users\\imadc\\modelss\\newmodels.h5\n",
      "\n",
      "Epoch 2: accuracy improved from 0.78906 to 0.92969, saving model to C:\\Users\\imadc\\modelss\\newmodels.h5\n",
      "\n",
      "Epoch 2: val_loss improved from 0.13290 to 0.07241, saving model to C:\\Users\\imadc\\modelss\\newmodels.h5\n",
      "16/16 [==============================] - 5s 313ms/step - loss: 0.2106 - accuracy: 0.9297 - val_loss: 0.0724 - val_accuracy: 1.0000 - lr: 0.0010\n",
      "Epoch 3/25\n",
      "16/16 [==============================] - ETA: 0s - loss: 0.1563 - accuracy: 0.9688\n",
      "Epoch 3: val_accuracy did not improve from 1.00000\n",
      "\n",
      "Epoch 3: accuracy improved from 0.92969 to 0.96875, saving model to C:\\Users\\imadc\\modelss\\newmodels.h5\n",
      "\n",
      "Epoch 3: val_loss improved from 0.07241 to 0.04690, saving model to C:\\Users\\imadc\\modelss\\newmodels.h5\n",
      "16/16 [==============================] - 4s 265ms/step - loss: 0.1563 - accuracy: 0.9688 - val_loss: 0.0469 - val_accuracy: 1.0000 - lr: 0.0010\n",
      "Epoch 4/25\n",
      "16/16 [==============================] - ETA: 0s - loss: 0.1632 - accuracy: 0.9219\n",
      "Epoch 4: val_accuracy did not improve from 1.00000\n",
      "\n",
      "Epoch 4: accuracy did not improve from 0.96875\n",
      "\n",
      "Epoch 4: val_loss did not improve from 0.04690\n",
      "16/16 [==============================] - 2s 101ms/step - loss: 0.1632 - accuracy: 0.9219 - val_loss: 0.0669 - val_accuracy: 0.9688 - lr: 0.0010\n",
      "Epoch 5/25\n",
      "16/16 [==============================] - ETA: 0s - loss: 0.1038 - accuracy: 0.9688\n",
      "Epoch 5: val_accuracy did not improve from 1.00000\n",
      "\n",
      "Epoch 5: accuracy did not improve from 0.96875\n",
      "\n",
      "Epoch 5: val_loss improved from 0.04690 to 0.02708, saving model to C:\\Users\\imadc\\modelss\\newmodels.h5\n",
      "16/16 [==============================] - 3s 185ms/step - loss: 0.1038 - accuracy: 0.9688 - val_loss: 0.0271 - val_accuracy: 1.0000 - lr: 0.0010\n",
      "Epoch 6/25\n",
      "16/16 [==============================] - ETA: 0s - loss: 0.0355 - accuracy: 0.9922\n",
      "Epoch 6: val_accuracy did not improve from 1.00000\n",
      "\n",
      "Epoch 6: accuracy improved from 0.96875 to 0.99219, saving model to C:\\Users\\imadc\\modelss\\newmodels.h5\n",
      "\n",
      "Epoch 6: val_loss did not improve from 0.02708\n",
      "16/16 [==============================] - 3s 171ms/step - loss: 0.0355 - accuracy: 0.9922 - val_loss: 0.0290 - val_accuracy: 1.0000 - lr: 0.0010\n",
      "Epoch 7/25\n",
      "16/16 [==============================] - ETA: 0s - loss: 0.1030 - accuracy: 0.9609\n",
      "Epoch 7: val_accuracy did not improve from 1.00000\n",
      "\n",
      "Epoch 7: accuracy did not improve from 0.99219\n",
      "\n",
      "Epoch 7: val_loss did not improve from 0.02708\n",
      "16/16 [==============================] - 2s 103ms/step - loss: 0.1030 - accuracy: 0.9609 - val_loss: 0.0355 - val_accuracy: 1.0000 - lr: 0.0010\n",
      "Epoch 8/25\n",
      "16/16 [==============================] - ETA: 0s - loss: 0.0800 - accuracy: 0.9766\n",
      "Epoch 8: val_accuracy did not improve from 1.00000\n",
      "\n",
      "Epoch 8: accuracy did not improve from 0.99219\n",
      "\n",
      "Epoch 8: val_loss improved from 0.02708 to 0.01601, saving model to C:\\Users\\imadc\\modelss\\newmodels.h5\n",
      "16/16 [==============================] - 3s 198ms/step - loss: 0.0800 - accuracy: 0.9766 - val_loss: 0.0160 - val_accuracy: 1.0000 - lr: 0.0010\n",
      "Epoch 9/25\n",
      "16/16 [==============================] - ETA: 0s - loss: 0.1134 - accuracy: 0.9531\n",
      "Epoch 9: val_accuracy did not improve from 1.00000\n",
      "\n",
      "Epoch 9: accuracy did not improve from 0.99219\n",
      "\n",
      "Epoch 9: val_loss did not improve from 0.01601\n",
      "16/16 [==============================] - 2s 104ms/step - loss: 0.1134 - accuracy: 0.9531 - val_loss: 0.0746 - val_accuracy: 0.9688 - lr: 0.0010\n",
      "Epoch 10/25\n",
      "16/16 [==============================] - ETA: 0s - loss: 0.0672 - accuracy: 0.9766\n",
      "Epoch 10: val_accuracy did not improve from 1.00000\n",
      "\n",
      "Epoch 10: accuracy did not improve from 0.99219\n",
      "\n",
      "Epoch 10: val_loss did not improve from 0.01601\n",
      "16/16 [==============================] - 2s 103ms/step - loss: 0.0672 - accuracy: 0.9766 - val_loss: 0.0268 - val_accuracy: 1.0000 - lr: 0.0010\n",
      "Epoch 11/25\n",
      "16/16 [==============================] - ETA: 0s - loss: 0.0693 - accuracy: 0.9844\n",
      "Epoch 11: val_accuracy did not improve from 1.00000\n",
      "\n",
      "Epoch 11: accuracy did not improve from 0.99219\n",
      "\n",
      "Epoch 11: val_loss improved from 0.01601 to 0.00523, saving model to C:\\Users\\imadc\\modelss\\newmodels.h5\n",
      "16/16 [==============================] - 3s 191ms/step - loss: 0.0693 - accuracy: 0.9844 - val_loss: 0.0052 - val_accuracy: 1.0000 - lr: 0.0010\n",
      "Epoch 12/25\n",
      "16/16 [==============================] - ETA: 0s - loss: 0.0419 - accuracy: 0.9844\n",
      "Epoch 12: val_accuracy did not improve from 1.00000\n",
      "\n",
      "Epoch 12: accuracy did not improve from 0.99219\n",
      "\n",
      "Epoch 12: val_loss did not improve from 0.00523\n",
      "16/16 [==============================] - 2s 103ms/step - loss: 0.0419 - accuracy: 0.9844 - val_loss: 0.0212 - val_accuracy: 1.0000 - lr: 0.0010\n",
      "Epoch 13/25\n",
      "16/16 [==============================] - ETA: 0s - loss: 0.0131 - accuracy: 1.0000\n",
      "Epoch 13: val_accuracy did not improve from 1.00000\n",
      "\n",
      "Epoch 13: accuracy improved from 0.99219 to 1.00000, saving model to C:\\Users\\imadc\\modelss\\newmodels.h5\n",
      "\n",
      "Epoch 13: val_loss did not improve from 0.00523\n",
      "16/16 [==============================] - 3s 172ms/step - loss: 0.0131 - accuracy: 1.0000 - val_loss: 0.0310 - val_accuracy: 0.9688 - lr: 0.0010\n",
      "Epoch 14/25\n",
      "16/16 [==============================] - ETA: 0s - loss: 0.0281 - accuracy: 0.9922\n",
      "Epoch 14: val_accuracy did not improve from 1.00000\n",
      "\n",
      "Epoch 14: accuracy did not improve from 1.00000\n",
      "\n",
      "Epoch 14: val_loss did not improve from 0.00523\n",
      "16/16 [==============================] - 2s 106ms/step - loss: 0.0281 - accuracy: 0.9922 - val_loss: 0.0052 - val_accuracy: 1.0000 - lr: 0.0010\n",
      "Epoch 15/25\n",
      "16/16 [==============================] - ETA: 0s - loss: 0.0216 - accuracy: 0.9922\n",
      "Epoch 15: val_accuracy did not improve from 1.00000\n",
      "\n",
      "Epoch 15: accuracy did not improve from 1.00000\n",
      "\n",
      "Epoch 15: val_loss did not improve from 0.00523\n",
      "16/16 [==============================] - 2s 109ms/step - loss: 0.0216 - accuracy: 0.9922 - val_loss: 0.0120 - val_accuracy: 1.0000 - lr: 0.0010\n",
      "Epoch 16/25\n",
      "16/16 [==============================] - ETA: 0s - loss: 0.1494 - accuracy: 0.9688\n",
      "Epoch 16: val_accuracy did not improve from 1.00000\n",
      "\n",
      "Epoch 16: accuracy did not improve from 1.00000\n",
      "\n",
      "Epoch 16: val_loss did not improve from 0.00523\n",
      "Restoring model weights from the end of the best epoch: 11.\n",
      "16/16 [==============================] - 2s 122ms/step - loss: 0.1494 - accuracy: 0.9688 - val_loss: 0.0410 - val_accuracy: 0.9688 - lr: 0.0010\n",
      "Epoch 16: early stopping\n"
     ]
    }
   ],
   "source": [
    "hist = custom_model.fit(train_data,\n",
    "                           steps_per_epoch=train_steps_per_epoch,\n",
    "                           epochs=epochs,\n",
    "                           validation_data=validation_data,\n",
    "                           validation_steps=val_steps_per_epoch,\n",
    "                           callbacks=training_monitors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5f312fb6-0468-4c1c-9d15-f002721e3ef3",
   "metadata": {},
   "outputs": [],
   "source": [
    "training_loss = hist.history['loss']\n",
    "training_accuracy = hist.history['accuracy']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "2406bf12-41d3-4b9b-9096-ea08c97ab453",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "num_epochs_completed = len(training_loss)\n",
    "min_val_loss_epoch = training_loss.index(min(training_loss)) + 1 \n",
    "\n",
    "plt.figure(figsize=(5, 3))\n",
    "plt.plot(range(1, num_epochs_completed + 1), training_loss, label='Training Loss', marker='o')\n",
    "plt.axvline(x=min_val_loss_epoch, color='r', linestyle='--', label='Min Loss Epoch')\n",
    "\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Loss')\n",
    "plt.title('Training and Validation Loss')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "05cc484f-249b-478d-b643-cab59cf35fb0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "max_val_accuracy_epoch = training_accuracy.index(max(training_accuracy)) + 1  \n",
    "\n",
    "plt.figure(figsize=(5, 3))\n",
    "plt.plot(range(1, num_epochs_completed + 1), training_accuracy, label='Training Accuracy', marker='o')\n",
    "plt.axvline(x=max_val_accuracy_epoch, color='r', linestyle='--', label='Max Accuracy Epoch')\n",
    "\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.title('Training and Validation Accuracy')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "8ee6586d-10f1-4558-b260-10b7ddd8509d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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tK7Zv365V9/PPP4uuXbsKS0tLUb9+fTFv3jyxfv36ct/z0tJSMW3aNGFvby+sra2Fn5+fuHz5cqUv+Spz6tQpMWDAAFG3bl2hVCqFq6urGDJkiEhKSqpwH9LzQyFEFd+ZQkSylZubi9q1a2P+/PmYMWOGseMQ0RN4TZvoH+qPP/4oN1b2CVuvvvrq3xuGiPTCa9pE/1BbtmxBTEwM+vTpgxo1auDHH3/Epk2b0LNnzwrfp5uIjItNm+gf6sUXX4SZmRkWL16M/Px86ea0+fPnGzsaEVWA17SJiIhkgte0iYiIZIJNm4iISCZ4TduINBoNbt26hZo1a1bpWzMSEZG8CCFw7949ODs7l/vAncexaRvRrVu3DPqgAyIi+t/266+/okGDBhUuZ9M2opo1awJ49E2q7KMWjamkpAT79+9Hz549//KHKPyd5JobYHZjYXbjYHYgPz8fLi4uUl+oCJu2EZWdEre1tX3um7a1tTVsbW1l9Q9KrrkBZjcWZjcOZv9TZZdKeSMaERGRTLBpExERyQSbNhERkUywaRMREckEmzYREZFMsGkTERHJBJs2ERGRTLBpExERyQSbNhERkUywaRMREckEmzYREZFMsGkTERHJBJs2ERGRTLBpExERyQSbNhERkUywaRMREckEmzYREZFMsGkTERHJBJs2ERGRTLBpExERyQSbNhERkUywaRMREckEmzYREZFMsGkTERHJxHPRtFevXg03NzdYWlrC29sbx44de2r9tm3b0KxZM1haWqJ169bYs2eP1nIhBCIiIuDk5AQrKyv4+vri0qVLWjULFixAx44dYW1tjVq1auncTmZmJvz9/WFtbQ0HBwdMmTIFDx8+1Fl75MgRmJmZwdPTU+/nTUREZAijN+0tW7YgPDwckZGRSE1NRZs2beDn54fs7Gyd9UePHsXw4cMxZswYnDp1CgEBAQgICMDZs2elmsWLF2PlypWIjo5GSkoKbGxs4OfnhwcPHkg1xcXFGDx4MCZMmKBzO6WlpfD390dxcTGOHj2K2NhYxMTEICIiolxtbm4uAgMD0b1797+4N4iIiCpm9Ka9bNkyjB07FqNHj0aLFi0QHR0Na2trfPbZZzrrP/roI/Tq1QtTpkxB8+bNMW/ePLz00ktYtWoVgEdH2StWrMDMmTPxxhtv4MUXX8Tnn3+OW7duIT4+Xppnzpw5mDRpElq3bq1zO/v378f58+fx5ZdfwtPTE71798a8efOwevVqFBcXa9WOHz8eb775Jnx8fKpmpxAREelgZsyNFxcX4+TJk5g+fbo0ZmJiAl9fXyQnJ+tcJzk5GeHh4Vpjfn5+UkPOyMiAWq2Gr6+vtNzOzg7e3t5ITk7GsGHD9MqWnJyM1q1bw9HRUWs7EyZMwLlz59C2bVsAwIYNG3D16lV8+eWXmD9//lPnLCoqQlFRkfQ4Pz8fAFBSUoKSkhK9chlDWbbnOaMucs0NMLuxMLtxMLv+6xu1aefk5KC0tFSrMQKAo6Mj0tPTda6jVqt11qvVaml52VhFNfqoaDuPb+PSpUv497//jR9++AFmZpXvyqioKMyZM6fc+P79+2Ftba13NmNJTEw0doRnItfcALMbC7Mbxz85e2FhoV51Rm3aclZaWoo333wTc+bMwQsvvKDXOtOnT9c6S5Cfnw8XFxf07NkTtra21RX1LyspKUFiYiJ69OgBc3NzY8fRm1xzA8xuLMxuHMz+55nXyhi1advb28PU1BRZWVla41lZWVCpVDrXUalUT60v+zMrKwtOTk5aNYbc2a1SqcrdxV62XZVKhXv37uHEiRM4deoUQkJCAAAajQZCCJiZmWH//v147bXXtNZXKpVQKpXltmVubi6LH1S55HySXHMDzG4szG4c/+Ts+q5r1BvRLCws0K5dOyQlJUljGo0GSUlJFd7U5ePjo1UPPDotUVbv7u4OlUqlVZOfn4+UlBSDbhTz8fHBmTNntO5iT0xMhK2tLVq0aAFbW1ucOXMGaWlp0tf48ePRtGlTpKWlwdvbW+9tERER6cPop8fDw8MRFBQELy8vdOjQAStWrEBBQQFGjx4NAAgMDET9+vURFRUFAAgNDUXXrl2xdOlS+Pv7Y/PmzThx4gTWrl0LAFAoFAgLC8P8+fPh4eEBd3d3zJo1C87OzggICJC2m5mZibt37yIzMxOlpaVIS0sDADRp0gQ1atRAz5490aJFC4wcORKLFy+GWq3GzJkzERwcLB0tt2rVSuu5ODg4wNLSstw4ERFRVTB60x46dChu376NiIgIqNVqeHp6IiEhQbrpKzMzEyYmf54Q6NixI+Li4jBz5kx88MEH8PDwQHx8vFajnDp1KgoKCjBu3Djk5uaic+fOSEhIgKWlpVQTERGB2NhY6XHZ3eAHDx7Eq6++ClNTU+zatQsTJkyAj48PbGxsEBQUhLlz51b3LiEiItLJ6E0bAEJCQqTrwk86dOhQubHBgwdj8ODBFc6nUCgwd+7cpzbYmJgYxMTEPDWXq6truXdbe5rZs2dj9uzZetcTEREZwuhvrkJERET6YdMmIiKSCTZtIiIimWDTJiIikgk2bSIiIplg0yYiIpIJNm0iIiKZYNMmIiKSCTZtIiIimWDTJiIikgk2bSIiIplg0yYiIpIJNm0iIiKZYNMmIiKSCTZtIiIimWDTJiIikgk2bSIiIplg0yYiIpIJNm0iIiKZYNMmIiKSCTZtIiIimWDTJiIikgk2bSIiIplg0yYiIpIJNm0iIiKZYNMmIiKSCTZtIiIimWDTJiIikgk2bSIiIplg0yYiIpKJv9S0Hzx4UFU5iIiIqBIGN22NRoN58+ahfv36qFGjBq5evQoAmDVrFtavX/9MIVavXg03NzdYWlrC29sbx44de2r9tm3b0KxZM1haWqJ169bYs2eP1nIhBCIiIuDk5AQrKyv4+vri0qVLWjULFixAx44dYW1tjVq1auncTmZmJvz9/WFtbQ0HBwdMmTIFDx8+lJZ//fXX6NGjB+rVqwdbW1v4+Phg3759z7QPiIiIKmNw054/fz5iYmKwePFiWFhYSOOtWrXCp59+anCALVu2IDw8HJGRkUhNTUWbNm3g5+eH7OxsnfVHjx7F8OHDMWbMGJw6dQoBAQEICAjA2bNnpZrFixdj5cqViI6ORkpKCmxsbODn56d1ZqC4uBiDBw/GhAkTdG6ntLQU/v7+KC4uxtGjRxEbG4uYmBhERERINYcPH0aPHj2wZ88enDx5Et26dUO/fv1w6tQpg/cDERFRpYSBGjduLL777jshhBA1atQQV65cEUIIceHCBVGrVi1DpxMdOnQQwcHB0uPS0lLh7OwsoqKidNYPGTJE+Pv7a415e3uLd955RwghhEajESqVSixZskRanpubK5RKpdi0aVO5+TZs2CDs7OzKje/Zs0eYmJgItVotja1Zs0bY2tqKoqKiCp9PixYtxJw5cypc/ri8vDwBQOTl5elVbyzFxcUiPj5eFBcXGzuKQeSaWwhmNxZmNw5m178fmBna5G/evIkmTZqUG9doNCgpKTForuLiYpw8eRLTp0+XxkxMTODr64vk5GSd6yQnJyM8PFxrzM/PD/Hx8QCAjIwMqNVq+Pr6Ssvt7Ozg7e2N5ORkDBs2TK9sycnJaN26NRwdHbW2M2HCBJw7dw5t27Ytt45Go8G9e/dQp04dnXMWFRWhqKhIepyfnw8AKCkpMXjf/Z3Ksj3PGXWRa26A2Y2F2Y2D2fVf3+Cm3aJFC/zwww9wdXXVGt++fbvORvY0OTk5KC0t1WqMAODo6Ij09HSd66jVap31arVaWl42VlGNPirazuPbeNKHH36I+/fvY8iQITqXR0VFYc6cOeXG9+/fD2tra72zGUtiYqKxIzwTueYGmN1YmN04/snZCwsL9aozuGlHREQgKCgIN2/ehEajwddff42LFy/i888/x65duwwO+r8iLi4Oc+bMwbfffgsHBwedNdOnT9c6S5Cfnw8XFxf07NkTtra2f1dUg5WUlCAxMRE9evSAubm5sePoTa65AWY3FmY3Dmb/88xrZQxu2m+88QZ27tyJuXPnwsbGBhEREXjppZewc+dO9OjRw6C57O3tYWpqiqysLK3xrKwsqFQqneuoVKqn1pf9mZWVBScnJ60aT09PvbOpVKpyd7GXbffJbJs3b8a//vUvbNu2Teu0/JOUSiWUSmW5cXNzc1n8oMol55PkmhtgdmNhduP4J2fXd91nep12ly5dkJiYiOzsbBQWFuLHH39Ez549DZ7HwsIC7dq1Q1JSkjSm0WiQlJQEHx8fnev4+Pho1QOPTkuU1bu7u0OlUmnV5OfnIyUlpcI5K9rOmTNntO5iT0xMhK2tLVq0aCGNbdq0CaNHj8amTZvg7++v9/xERESGMrhpN2rUCHfu3Ck3npubi0aNGhkcIDw8HOvWrUNsbCwuXLiACRMmoKCgAKNHjwYABAYGat2oFhoaioSEBCxduhTp6emYPXs2Tpw4gZCQEACAQqFAWFgY5s+fjx07duDMmTMIDAyEs7MzAgICpHkyMzORlpaGzMxMlJaWIi0tDWlpabh//z4AoGfPnmjRogVGjhyJ06dPY9++fZg5cyaCg4Olo+W4uDgEBgZi6dKl8Pb2hlqthlqtRl5ensH7gYiIqDIGnx6/du0aSktLy40XFRXh5s2bBgcYOnQobt++jYiICKjVanh6eiIhIUG66SszMxMmJn/+btGxY0fExcVh5syZ+OCDD+Dh4YH4+Hi0atVKqpk6dSoKCgowbtw45ObmonPnzkhISIClpaVUExERgdjYWOlx2U10Bw8exKuvvgpTU1Ps2rULEyZMgI+PD2xsbBAUFIS5c+dK66xduxYPHz5EcHAwgoODpfGgoCDExMQYvC+IiIieRu+mvWPHDunv+/btg52dnfS4tLQUSUlJcHNze6YQISEh0pHykw4dOlRubPDgwRg8eHCF8ykUCsydO1erwT4pJiam0sbq6upa7t3WKstGRERUXfRu2mWnlhUKBYKCgrSWmZubw83NDUuXLq3ScERERPQnvZu2RqMB8OhGr+PHj8Pe3r7aQhEREVF5Bl/TzsjIqI4cREREVAmDmzYAFBQU4Pvvv0dmZiaKi4u1lr333ntVEoyIiIi0Gdy0T506hT59+qCwsBAFBQWoU6cOcnJypI+vZNMmIiKqHga/TnvSpEno168ffv/9d1hZWeGnn37C9evX0a5dO3z44YfVkZGIiIjwDE07LS0NkydPhomJCUxNTVFUVAQXFxcsXrwYH3zwQXVkJCIiIjxD0zY3N5fe7MTBwQGZmZkAHn385a+//lq16YiIiEhi8DXttm3b4vjx4/Dw8EDXrl0RERGBnJwcfPHFF1rvSkZERERVy+Aj7YULF0qfnrVgwQLUrl0bEyZMwO3bt/HJJ59UeUAiIiJ6xOAjbS8vL+nvDg4OSEhIqNJAREREpNszfTSnLqmpqejbt29VTUdERERPMKhp79u3D++//z4++OADXL16FQCQnp6OgIAAtG/fXnqrUyIiIqp6ep8eX79+PcaOHYs6derg999/x6effoply5Zh4sSJGDp0KM6ePYvmzZtXZ1YiIqJ/NL2PtD/66CMsWrQIOTk52Lp1K3JycvDxxx/jzJkziI6OZsMmIiKqZno37StXrkifYT1gwACYmZlhyZIlaNCgQbWFIyIioj/p3bT/+OMPWFtbA3j0mdpKpVJ66RcRERFVP4Ne8vXpp5+iRo0aAICHDx8iJiam3Odq8wNDiIiIqofeTbthw4ZYt26d9FilUuGLL77QqlEoFGzaRERE1UTvpn3t2rVqjEFERESVqbI3VyEiIqLqxaZNREQkE2zaREREMsGmTUREJBNs2kRERDJh8Edz5ufn6xwve8MVCwuLvxyKiIiIyjO4adeqVQsKhaLC5Q0aNMCoUaMQGRkJExMeyBMREVUVg5t2TEwMZsyYgVGjRqFDhw4AgGPHjiE2NhYzZ87E7du38eGHH0KpVOKDDz6o8sBERET/VAY37djYWCxduhRDhgyRxvr164fWrVvjk08+QVJSEho2bIgFCxawaRMREVUhg89fHz16FG3bti033rZtWyQnJwMAOnfujMzMzL+ejoiIiCQGN20XFxesX7++3Pj69evh4uICALhz5w5q167919NRpUo1AslX7uDbtJtIvnIHpRpR5fOnZNzFyRwFUjLuVun81Zm9OnOXzc/suudm9ornZ3bdczO7/hRCCIO2smPHDgwePBjNmjVD+/btAQAnTpxAeno6tm/fjr59+2LNmjW4dOkSli1bptecq1evxpIlS6BWq9GmTRv897//la6X67Jt2zbMmjUL165dg4eHBxYtWoQ+ffpIy4UQiIyMxLp165Cbm4tOnTphzZo18PDwkGoWLFiA3bt3Iy0tDRYWFsjNzS23nczMTEyYMAEHDx5EjRo1EBQUhKioKJiZ/XlV4dChQwgPD8e5c+fg4uKCmTNnYtSoUXo97/z8fNjZ2SEvLw+2trZ6rfO4hLO/Yc7O8/gt74E05mRnich+LdCr1V//2NTqnF+uc1f3/MxunPmZ3TjzM/uf9O0HBjdtAMjIyMAnn3yCX375BQDQtGlTvPPOO3BzczM46JYtWxAYGIjo6Gh4e3tjxYoV2LZtGy5evAgHB4dy9UePHsUrr7yCqKgo9O3bF3FxcVi0aBFSU1PRqlUrAMCiRYsQFRWF2NhYuLu7Y9asWThz5gzOnz8PS0tLAEBkZCRq1aqFGzduYP369eWadmlpKTw9PaFSqbBkyRL89ttvCAwMxNixY7Fw4UJpP7Rq1Qrjx4/Hv/71LyQlJSEsLAy7d++Gn59fpc/9rzTthLO/YcKXqXjym1d2X/+at176Sz+U1Tm/XOeu7vmZ3TjzM7tx5md2bdXatKuSt7c32rdvj1WrVgEANBoNXFxcMHHiRPz73/8uVz906FAUFBRg165d0tjLL78MT09PREdHQwgBZ2dnTJ48Ge+//z4AIC8vD46OjoiJicGwYcO05ouJiUFYWFi5pr1371707dsXt27dgqOjIwAgOjoa06ZNw+3bt2FhYYFp06Zh9+7dOHv2rLTesGHDkJubi4SEhEqf+7M27VKNQOdFB7R+w3ucAoCjrSUSw1+BqUnFL8972vy+y75HVn5Rlc8v17mre35mN878zG6c+f/Xs6vsLPHjtNcMmrtam3Zubi6OHTuG7OxsaDQarWWBgYF6z1NcXAxra2ts374dAQEB0nhQUBByc3Px7bffllunYcOGCA8PR1hYmDQWGRmJ+Ph4nD59GlevXkXjxo1x6tQpeHp6SjVdu3aFp6cnPvroI635KmraERER2LFjB9LS0qSxjIwMNGrUCKmpqWjbti1eeeUVvPTSS1ixYoVUs2HDBoSFhSEvL69c9qKiIhQV/fmNzs/Ph4uLC3Jycgxq2ikZd/HWZyf0ricior/Xl297wdu9jt71+fn5sLe3r7RpG/ySr507d2LEiBG4f/8+bG1ttd5oRaFQGNS0c3JyUFpaKh3JlnF0dER6errOddRqtc56tVotLS8bq6hGHxVt5/FtVFSTn5+PP/74A1ZWVlrLoqKiMGfOnHLb2r9/P6ytrfXOdjJHAcBU73oiIvp77f8hBXcu6H9MXFhYqFedwU178uTJePvtt7Fw4UKDGg0B06dPR3h4uPS47Ei7Z8+eBh1p1824i88vVX6k/enItmjvZvhd/Mev/Y5/fXGqWuaX69zVPT+zG2d+ZjfO/P+E7D27eBt8pK0Pg5v2zZs38d5771VJw7a3t4epqSmysrK0xrOysqBSqXSuo1Kpnlpf9mdWVhacnJy0ah4/XV4ZlUqFY8eOldvO49uoKIutrW25o2wAUCqVUCqV5cbNzc1hbm6udzafJg5wsrOEOu9BuRshgD+vqXRr7vRM14O6NbeEk92FaplfrnMzO7MzO7MbMrdPEweD5ta3Bxj8Om0/Pz+cOFE111MtLCzQrl07JCUlSWMajQZJSUnw8fHRuY6Pj49WPQAkJiZK9e7u7lCpVFo1+fn5SElJqXDOirZz5swZZGdna23H1tYWLVq00CtLdTE1USCy36MMT/5IlD2O7NfimX7Yq3t+uc5d3fMzu3HmZ3bjzM/sz87gpu3v748pU6Zg9uzZ+Oqrr7Bjxw6tL0OFh4dj3bp1iI2NxYULFzBhwgQUFBRg9OjRAB7d2DZ9+nSpPjQ0FAkJCVi6dCnS09Mxe/ZsnDhxAiEhIQAeXVcPCwvD/PnzsWPHDpw5cwaBgYFwdnbWutktMzMTaWlpyMzMRGlpKdLS0pCWlob79+8DAHr27IkWLVpg5MiROH36NPbt24eZM2ciODhYOloeP348rl69iqlTpyI9PR0ff/wxtm7dikmTJhm8HwzVq5UT1rz1ElR2llrjKjvLv/xSieqeX65zV/f8zG6c+ZndOPMz+zMSBlIoFBV+mZiYGDqdEEKI//73v6Jhw4bCwsJCdOjQQfz000/Ssq5du4qgoCCt+q1bt4oXXnhBWFhYiJYtW4rdu3drLddoNGLWrFnC0dFRKJVK0b17d3Hx4kWtmqCgIAGg3NfBgwelmmvXronevXsLKysrYW9vLyZPnixKSkq05jl48KDw9PQUFhYWolGjRmLDhg16P++8vDwBQOTl5em9zpMelmrE0cs5Iv7UDXH0co54WKp55rkqmv+Hi2ox69NvxQ8X1VU6f3Vmr87cZfMzu+65mb3i+Zld99zMrn8/MPrrtP/J/uo7ov1dSkpKsGfPHvTp08ega+/GJtfcALMbC7MbB7Pr3w/4gddEREQyodfd4ytXrsS4ceNgaWmJlStXPrX2vffeq5JgREREpE2vpr18+XKMGDEClpaWWL58eYV1CoWCTZuIiKia6NW0MzIydP6diIiI/j68pk1ERCQTBr8jWmlpKWJiYpCUlKTzA0MOHDhQZeGIiIjoTwY37dDQUMTExMDf3x+tWrXS+sAQIiIiqj4GN+3Nmzdj69at6NOnT3XkISIiogoYfE3bwsICTZo0qY4sRERE9BQGN+3Jkyfjo48+At9IjYiI6O9l8OnxH3/8EQcPHsTevXvRsmXLcm/b9vXXX1dZOCIiIvqTwU27Vq1a6N+/f3VkISIioqcwqGk/fPgQ3bp1Q8+ePaFSqaorExEREelg0DVtMzMzjB8/HkVFRdWVh4iIiCpg8I1oHTp0wKlTp6ojCxERET2Fwde03333XUyePBk3btxAu3btYGNjo7X8xRdfrLJwRERE9CeDm/awYcMAaH8Ep0KhgBACCoUCpaWlVZeOiIiIJAY3bX7KFxERkXEY3LRdXV2rIwcRERFVwuCmXeb8+fPIzMxEcXGx1vjrr7/+l0MRERFReQY37atXr6J///44c+aMdC0bgPRpX7ymTUREVD0MfslXaGgo3N3dkZ2dDWtra5w7dw6HDx+Gl5cXDh06VA0RiYiICHiGI+3k5GQcOHAA9vb2MDExgYmJCTp37oyoqCi89957fA03ERFRNTH4SLu0tBQ1a9YEANjb2+PWrVsAHt2gdvHixapNR0RERBKDj7RbtWqF06dPw93dHd7e3li8eDEsLCywdu1aNGrUqDoyEhEREZ6hac+cORMFBQUAgLlz56Jv377o0qUL6tatiy1btlR5QCIiInrE4Kbt5+cn/b1JkyZIT0/H3bt3Ubt2bekOciIiIqp6Bl/TLnP58mXs27cPf/zxB+rUqVOVmYiIiEgHg5v2nTt30L17d7zwwgvo06cPfvvtNwDAmDFjMHny5CoPSERERI8Y3LQnTZoEc3NzZGZmwtraWhofOnQoEhISqjQcERER/cnga9r79+/Hvn370KBBA61xDw8PXL9+vcqCERERkTaDj7QLCgq0jrDL3L17F0ql0uAAq1evhpubGywtLeHt7Y1jx449tX7btm1o1qwZLC0t0bp1a+zZs0druRACERERcHJygpWVFXx9fXHp0qVyWUeMGAFbW1vUqlULY8aMwf3797Vqtm7dCk9PT1hbW8PV1RVLliwpl2Xjxo1o06YNrK2t4eTkhLfffht37twxeB8QERHpw+Cm3aVLF3z++efSY4VCAY1Gg8WLF6Nbt24GzbVlyxaEh4cjMjISqampaNOmDfz8/JCdna2z/ujRoxg+fDjGjBmDU6dOISAgAAEBATh79qxUs3jxYqxcuRLR0dFISUmBjY0N/Pz88ODBA6lmxIgROHfuHBITE7Fr1y4cPnwY48aNk5bv3bsXI0aMwPjx43H27Fl8/PHHWL58OVatWiXVHDlyBIGBgRgzZgzOnTuHbdu24dixYxg7dqxB+4CIiEhvwkBnzpwRDg4OolevXsLCwkIMGjRING/eXDg6OorLly8bNFeHDh1EcHCw9Li0tFQ4OzuLqKgonfVDhgwR/v7+WmPe3t7inXfeEUIIodFohEqlEkuWLJGW5+bmCqVSKTZt2iSEEOL8+fMCgDh+/LhUs3fvXqFQKMTNmzeFEEIMHz5cDBo0SGs7K1euFA0aNBAajUYIIcSSJUtEo0aNytXUr19f7+efl5cnAIi8vDy91zGG4uJiER8fL4qLi40dxSByzS0EsxsLsxsHs+vfD57pHdF++eUXrFq1CjVr1sT9+/cxYMAABAcHw8nJSe95iouLcfLkSUyfPl0aMzExga+vL5KTk3Wuk5ycjPDwcK0xPz8/xMfHAwAyMjKgVqvh6+srLbezs4O3tzeSk5MxbNgwJCcno1atWvDy8pJqfH19YWJigpSUFPTv3x9FRUXlLgFYWVnhxo0buH79Otzc3ODj44MPPvgAe/bsQe/evZGdnY3t27ejT58+FT7noqIiFBUVSY/z8/MBACUlJSgpKalkjxlPWbbnOaMucs0NMLuxMLtxMLv+6z/T52nb2dlhxowZWmM3btzAuHHjsHbtWr3myMnJQWlpKRwdHbXGHR0dkZ6ernMdtVqts16tVkvLy8aeVuPg4KC13MzMDHXq1JFq/Pz8MGnSJIwaNQrdunXD5cuXsXTpUgDAb7/9Bjc3N3Tq1AkbN27E0KFD8eDBAzx8+BD9+vXD6tWrK3zOUVFRmDNnTrnx/fv367xP4HmTmJho7AjPRK65AWY3FmY3jn9y9sLCQr3qnqlp63Lnzh2sX79e76b9PBs7diyuXLmCvn37oqSkBLa2tggNDcXs2bNhYvLoNoDz588jNDQUERER8PPzw2+//YYpU6Zg/PjxWL9+vc55p0+frnWmID8/Hy4uLujZsydsbW3/luf2LEpKSpCYmIgePXrA3Nzc2HH0JtfcALMbC7MbB7P/eea1MlXWtA1lb28PU1NTZGVlaY1nZWVBpVLpXEelUj21vuzPrKwsrVP1WVlZ8PT0lGqevNHt4cOHuHv3rrS+QqHAokWLsHDhQqjVatSrVw9JSUkAIH0oSlRUFDp16oQpU6YAAF588UXY2NigS5cumD9/vs5LBUqlUucd9ubm5rL4QZVLzifJNTfA7MbC7MbxT86u77rP/Damf5WFhQXatWsnNUMA0Gg0SEpKgo+Pj851fHx8tOqBR6ckyurd3d2hUqm0avLz85GSkiLV+Pj4IDc3FydPnpRqDhw4AI1GA29vb625TU1NUb9+fVhYWGDTpk3w8fFBvXr1ADw6lVF21P14PfDoZWdERERVzWhH2gAQHh6OoKAgeHl5oUOHDlixYgUKCgowevRoAEBgYCDq16+PqKgoAEBoaCi6du2KpUuXwt/fH5s3b8aJEyekU/IKhQJhYWGYP38+PDw84O7ujlmzZsHZ2RkBAQEAgObNm6NXr14YO3YsoqOjUVJSgpCQEAwbNgzOzs4AHl1v3759O1599VU8ePAAGzZswLZt2/D9999L2fv164exY8dizZo10unxsLAwdOjQQZqHiIioKundtAcMGPDU5bm5uQZvfOjQobh9+zYiIiKgVqvh6emJhIQE6UayzMxMraPZjh07Ii4uDjNnzsQHH3wADw8PxMfHo1WrVlLN1KlTUVBQgHHjxiE3NxedO3dGQkICLC0tpZqNGzciJCQE3bt3h4mJCQYOHIiVK1dqZYuNjcX7778PIQR8fHxw6NAhdOjQQVo+atQo3Lt3D6tWrcLkyZNRq1YtvPbaa1i0aJHB+4GIiEgfejdtOzu7SpcHBgYaHCAkJAQhISE6lx06dKjc2ODBgzF48OAK51MoFJg7dy7mzp1bYU2dOnUQFxdX4XJ7e/sKX3b2uIkTJ2LixImV1hEREVUFvZv2hg0bqjMHERERVcJoN6IRERGRYdi0iYiIZIJNm4iISCbYtImIiGSCTZuIiEgm2LSJiIhkgk2biIhIJti0iYiIZIJNm4iISCbYtImIiGSCTZuIiEgm2LSJiIhkgk2biIhIJti0iYiIZIJNm4iISCbYtImIiGSCTZuIiEgm2LSJiIhkgk2biIhIJti0iYiIZIJNm4iISCbYtImIiGSCTZuIiEgm2LSJiIhkgk2biIhIJti0iYiIZIJNm4iISCbYtImIiGSCTZuIiEgm2LSJiIhkwuhNe/Xq1XBzc4OlpSW8vb1x7Nixp9Zv27YNzZo1g6WlJVq3bo09e/ZoLRdCICIiAk5OTrCysoKvry8uXbqkVXP37l2MGDECtra2qFWrFsaMGYP79+9r1WzduhWenp6wtraGq6srlixZUi5LUVERZsyYAVdXVyiVSri5ueGzzz57xj1BRET0dEZt2lu2bEF4eDgiIyORmpqKNm3awM/PD9nZ2Trrjx49iuHDh2PMmDE4deoUAgICEBAQgLNnz0o1ixcvxsqVKxEdHY2UlBTY2NjAz88PDx48kGpGjBiBc+fOITExEbt27cLhw4cxbtw4afnevXsxYsQIjB8/HmfPnsXHH3+M5cuXY9WqVVp5hgwZgqSkJKxfvx4XL17Epk2b0LRp0yreS0RERP9PGFGHDh1EcHCw9Li0tFQ4OzuLqKgonfVDhgwR/v7+WmPe3t7inXfeEUIIodFohEqlEkuWLJGW5+bmCqVSKTZt2iSEEOL8+fMCgDh+/LhUs3fvXqFQKMTNmzeFEEIMHz5cDBo0SGs7K1euFA0aNBAajUZax87OTty5c+dZn77Iy8sTAEReXt4zz/F3KC4uFvHx8aK4uNjYUQwi19xCMLuxMLtxMLv+/cDMWL8sFBcX4+TJk5g+fbo0ZmJiAl9fXyQnJ+tcJzk5GeHh4Vpjfn5+iI+PBwBkZGRArVbD19dXWm5nZwdvb28kJydj2LBhSE5ORq1ateDl5SXV+Pr6wsTEBCkpKejfvz+KiopgbW2ttR0rKyvcuHED169fh5ubG3bs2AEvLy8sXrwYX3zxBWxsbPD6669j3rx5sLKy0pm/qKgIRUVF0uP8/HwAQElJCUpKSvTYa8ZRlu15zqiLXHMDzG4szG4czK7/+kZr2jk5OSgtLYWjo6PWuKOjI9LT03Wuo1arddar1WppednY02ocHBy0lpuZmaFOnTpSjZ+fHyZNmoRRo0ahW7duuHz5MpYuXQoA+O233+Dm5oarV6/ixx9/hKWlJb755hvk5OTg3XffxZ07d7Bhwwad+aOiojBnzpxy4/v37y/3S8LzKDEx0dgRnolccwPMbizMbhz/5OyFhYV61RmtaT/Pxo4diytXrqBv374oKSmBra0tQkNDMXv2bJiYPLoNQKPRQKFQYOPGjbCzswMALFu2DIMGDcLHH3+s82h7+vTpWmcK8vPz4eLigp49e8LW1vbveXLPoKSkBImJiejRowfMzc2NHUdvcs0NMLuxMLtxMPufZ14rY7SmbW9vD1NTU2RlZWmNZ2VlQaVS6VxHpVI9tb7sz6ysLDg5OWnVeHp6SjVP3uj28OFD3L17V1pfoVBg0aJFWLhwIdRqNerVq4ekpCQAQKNGjQAATk5OqF+/vtSwAaB58+YQQuDGjRvw8PAol1+pVEKpVJYbNzc3l8UPqlxyPkmuuQFmNxZmN45/cnZ91zXa3eMWFhZo166d1AyBR0evSUlJ8PHx0bmOj4+PVj3w6JREWb27uztUKpVWTX5+PlJSUqQaHx8f5Obm4uTJk1LNgQMHoNFo4O3trTW3qakp6tevDwsLC2zatAk+Pj6oV68eAKBTp064deuW1kvFfvnlF5iYmKBBgwbPskuIiIieyqgv+QoPD8e6desQGxuLCxcuYMKECSgoKMDo0aMBAIGBgVo3qoWGhiIhIQFLly5Feno6Zs+ejRMnTiAkJATAoyPksLAwzJ8/Hzt27MCZM2cQGBgIZ2dnBAQEAHh0NNyrVy+MHTsWx44dw5EjRxASEoJhw4bB2dkZwKPr7dHR0UhPT0daWhpCQ0Oxbds2rFixQsry5ptvom7duhg9ejTOnz+Pw4cPY8qUKXj77bcrvBGNiIjorzDqNe2hQ4fi9u3biIiIgFqthqenJxISEqQbyTIzM6VryADQsWNHxMXFYebMmfjggw/g4eGB+Ph4tGrVSqqZOnUqCgoKMG7cOOTm5qJz585ISEiApaWlVLNx40aEhISge/fuMDExwcCBA7Fy5UqtbLGxsXj//fchhICPjw8OHTqEDh06SMtr1KiBxMRETJw4EV5eXqhbty6GDBmC+fPnV9fuIiKifzij34gWEhIiHSk/6dChQ+XGBg8ejMGDB1c4n0KhwNy5czF37twKa+rUqYO4uLgKl9vb21f4srPHNWvWTNZ3OxIRkbwY/W1MiYiISD9s2kRERDLBpk1ERCQTbNpEREQywaZNREQkE2zaREREMsGmTUREJBNs2kRERDLBpk1ERCQTbNpEREQywaZNREQkE2zaREREMsGmTUREJBNs2kRERDLBpk1ERCQTbNpEREQywaZNREQkE2zaREREMsGmTUREJBNs2kRERDLBpk1ERCQTbNpEREQywaZNREQkE2zaREREMmFm7AD/ZEIIAEB+fr6RkzxdSUkJCgsLkZ+fD3Nzc2PH0ZtccwPMbizMbhzM/mcfKOsLFWHTNqJ79+4BAFxcXIychIiIngf37t2DnZ1dhcsVorK2TtVGo9Hg1q1bqFmzJhQKhbHjVCg/Px8uLi749ddfYWtra+w4epNrboDZjYXZjYPZHx1h37t3D87OzjAxqfjKNY+0jcjExAQNGjQwdgy92drayu4fFCDf3ACzGwuzG8c/PfvTjrDL8EY0IiIimWDTJiIikgk2baqUUqlEZGQklEqlsaMYRK65AWY3FmY3DmbXH29EIyIikgkeaRMREckEmzYREZFMsGkTERHJBJs2ERGRTLBpk05RUVFo3749atasCQcHBwQEBODixYvGjvVM/vOf/0ChUCAsLMzYUfRy8+ZNvPXWW6hbty6srKzQunVrnDhxwtixKlVaWopZs2bB3d0dVlZWaNy4MebNm1fpeykbw+HDh9GvXz84OztDoVAgPj5ea7kQAhEREXBycoKVlRV8fX1x6dIl44R9wtOyl5SUYNq0aWjdujVsbGzg7OyMwMBA3Lp1y3iBH1PZfn/c+PHjoVAosGLFir8t39Pok/3ChQt4/fXXYWdnBxsbG7Rv3x6ZmZlVmoNNm3T6/vvvERwcjJ9++gmJiYkoKSlBz549UVBQYOxoBjl+/Dg++eQTvPjii8aOopfff/8dnTp1grm5Ofbu3Yvz589j6dKlqF27trGjVWrRokVYs2YNVq1ahQsXLmDRokVYvHgx/vvf/xo7WjkFBQVo06YNVq9erXP54sWLsXLlSkRHRyMlJQU2Njbw8/PDgwcP/uak5T0te2FhIVJTUzFr1iykpqbi66+/xsWLF/H6668bIWl5le33Mt988w1++uknODs7/03JKldZ9itXrqBz585o1qwZDh06hJ9//hmzZs2CpaVl1QYRRHrIzs4WAMT3339v7Ch6u3fvnvDw8BCJiYmia9euIjQ01NiRKjVt2jTRuXNnY8d4Jv7+/uLtt9/WGhswYIAYMWKEkRLpB4D45ptvpMcajUaoVCqxZMkSaSw3N1colUqxadMmIySs2JPZdTl27JgAIK5fv/73hNJTRdlv3Lgh6tevL86ePStcXV3F8uXL//ZsldGVfejQoeKtt96q9m3zSJv0kpeXBwCoU6eOkZPoLzg4GP7+/vD19TV2FL3t2LEDXl5eGDx4MBwcHNC2bVusW7fO2LH00rFjRyQlJeGXX34BAJw+fRo//vgjevfubeRkhsnIyIBardb6ubGzs4O3tzeSk5ONmOzZ5OXlQaFQoFatWsaOUimNRoORI0diypQpaNmypbHj6E2j0WD37t144YUX4OfnBwcHB3h7ez/19P+zYtOmSmk0GoSFhaFTp05o1aqVsePoZfPmzUhNTUVUVJSxoxjk6tWrWLNmDTw8PLBv3z5MmDAB7733HmJjY40drVL//ve/MWzYMDRr1gzm5uZo27YtwsLCMGLECGNHM4harQYAODo6ao07OjpKy+TiwYMHmDZtGoYPHy6LD+JYtGgRzMzM8N577xk7ikGys7Nx//59/Oc//0GvXr2wf/9+9O/fHwMGDMD3339fpdvip3xRpYKDg3H27Fn8+OOPxo6il19//RWhoaFITEys+utJ1Uyj0cDLywsLFy4EALRt2xZnz55FdHQ0goKCjJzu6bZu3YqNGzciLi4OLVu2RFpaGsLCwuDs7PzcZ/9fVFJSgiFDhkAIgTVr1hg7TqVOnjyJjz76CKmpqc/1RxXrotFoAABvvPEGJk2aBADw9PTE0aNHER0dja5du1bZtnikTU8VEhKCXbt24eDBg7L5GNGTJ08iOzsbL730EszMzGBmZobvv/8eK1euhJmZGUpLS40dsUJOTk5o0aKF1ljz5s2r/A7U6jBlyhTpaLt169YYOXIkJk2aJLuzHSqVCgCQlZWlNZ6VlSUte96VNezr168jMTFRFkfZP/zwA7Kzs9GwYUPp3+3169cxefJkuLm5GTveU9nb28PMzOxv+bfLI23SSQiBiRMn4ptvvsGhQ4fg7u5u7Eh66969O86cOaM1Nnr0aDRr1gzTpk2DqampkZJVrlOnTuVeWvfLL7/A1dXVSIn0V1hYCBMT7eMAU1NT6ShELtzd3aFSqZCUlARPT08AQH5+PlJSUjBhwgTjhtNDWcO+dOkSDh48iLp16xo7kl5GjhxZ7v4TPz8/jBw5EqNHjzZSKv1YWFigffv2f8u/XTZt0ik4OBhxcXH49ttvUbNmTelanp2dHaysrIyc7ulq1qxZ7tq7jY0N6tat+9xfk580aRI6duyIhQsXYsiQITh27BjWrl2LtWvXGjtapfr164cFCxagYcOGaNmyJU6dOoVly5bh7bffNna0cu7fv4/Lly9LjzMyMpCWloY6deqgYcOGCAsLw/z58+Hh4QF3d3fMmjULzs7OCAgIMF7o//e07E5OThg0aBBSU1Oxa9culJaWSv9269SpAwsLC2PFBlD5fn/yFwxzc3OoVCo0bdr0745aTmXZp0yZgqFDh+KVV15Bt27dkJCQgJ07d+LQoUNVG6Ta708nWQKg82vDhg3GjvZM5PKSLyGE2Llzp2jVqpVQKpWiWbNmYu3atcaOpJf8/HwRGhoqGjZsKCwtLUWjRo3EjBkzRFFRkbGjlXPw4EGdP99BQUFCiEcv+5o1a5ZwdHQUSqVSdO/eXVy8eNG4of/f07JnZGRU+G/34MGDxo5e6X5/0vP0ki99sq9fv140adJEWFpaijZt2oj4+Pgqz8GP5iQiIpIJ3ohGREQkE2zaREREMsGmTUREJBNs2kRERDLBpk1ERCQTbNpEREQywaZNREQkE2zaREREMsGmTUSyoVAoquUzionkgk2biPQyatQoKBSKcl+9evUydjSifwx+YAgR6a1Xr17YsGGD1phSqTRSGqJ/Hh5pE5HelEolVCqV1lft2rUBPDp1vWbNGvTu3RtWVlZo1KgRtm/frrX+mTNn8Nprr8HKygp169bFuHHjcP/+fa2azz77DC1btoRSqYSTkxNCQkK0lufk5KB///6wtraGh4cHduzYIS37/fffMWLECNSrVw9WVlbw8PAo90sGkZyxaRNRlZk1axYGDhyI06dPY8SIERg2bBguXLgAACgoKICfnx9q166N48ePY9u2bfjuu++0mvKaNWsQHByMcePG4cyZM9ixYweaNGmitY05c+ZgyJAh+Pnnn9GnTx+MGDECd+/elbZ//vx57N27FxcuXMCaNWtgb2//9+0AoupW5Z8bRkT/k4KCgoSpqamwsbHR+lqwYIEQ4tHHuY4fP15rHW9vbzFhwgQhhBBr164VtWvXFvfv35eW7969W5iYmAi1Wi2EEMLZ2VnMmDGjwgwAxMyZM6XH9+/fFwDE3r17hRBC9OvXT4wePbpqnjDRc4jXtIlIb926dcOaNWu0xurUqSP93cfHR2uZj48P0tLSAAAXLlxAmzZtYGNjIy3v1KkTNBoNLl68CIVCgVu3bqF79+5PzfDiiy9Kf7exsYGtrS2ys7MBABMmTMDAgQORmpqKnj17IiAgAB07dnym50r0PGLTJiK92djYlDtdXVWsrKz0qjM3N9d6rFAooNFoAAC9e/fG9evXsWfPHiQmJqJ79+4IDg7Ghx9+WOV5iYyB17SJqMr89NNP5R43b94cANC8eXOcPn0aBQUF0vIjR47AxMQETZs2Rc2aNeHm5oakpKS/lKFevXoICgrCl19+iRUrVmDt2rV/aT6i5wmPtIlIb0VFRVCr1VpjZmZm0s1e27Ztg5eXFzp37oyNGzfi2LFjWL9+PQBgxIgRiIyMRFBQEGbPno3bt29j4sSJGDlyJBwdHQEAs2fPxvjx4+Hg4IDevXvj3r17OHLkCCZOnKhXvoiICLRr1w4tW7ZEUVERdu3aJf3SQPS/gE2biPSWkJAAJycnrbGmTZsiPT0dwKM7uzdv3ox3330XTk5O2LRpE1q0aAEAsLa2xr59+xAaGor27dvD2toaAwcOxLJly6S5goKC8ODBAyxfvhzvv/8+7O3tMWjQIL3zWVhYYPr06bh27RqsrKzQpUsXbN68uQqeOdHzQSGEEMYOQUTyp1Ao8M033yAgIMDYUYj+Z/GaNhERkUywaRMREckEr2kTUZXglTai6scjbSIiIplg0yYiIpIJNm0iIiKZYNMmIiKSCTZtIiIimWDTJiIikgk2bSIiIplg0yYiIpKJ/wPO3idf5zei+gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learning_rates = hist.history['lr']\n",
    "\n",
    "plt.figure(figsize=(5, 3))\n",
    "plt.plot(range(1, len(learning_rates) + 1), learning_rates, marker='o')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Learning Rate')\n",
    "plt.title('Learning Rate Schedule')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f82ba135-1eff-4bfb-94c2-c09631d94b03",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import os\n",
    "from tensorflow.keras.models import load_model\n",
    "from pygame import mixer\n",
    "import time\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "be1bd5f5-e125-41db-9536-6fe170560073",
   "metadata": {},
   "outputs": [],
   "source": [
    "face_cascade = cv2.CascadeClassifier(cv2.data.haarcascades + \"haarcascade_frontalface_default.xml\")\n",
    "eye_cascade = cv2.CascadeClassifier(cv2.data.haarcascades + \"haarcascade_eye.xml\")\n",
    "model = load_model(os.path.join(\"modelss\", \"newmodels.h5\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "067b52c8-2081-4299-b4d7-ae604d851dfc",
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess_eye(eye):\n",
    "    eye = cv2.resize(eye, (80, 80))\n",
    "    eye = eye / 255.0\n",
    "    eye = np.expand_dims(eye, axis=0)\n",
    "    return eye"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "id": "2f376cd8-6254-4121-988f-46dc29aee652",
   "metadata": {},
   "outputs": [],
   "source": [
    "img = r'C:\\Users\\imadc\\testingimages\\imadcl1.jpeg'  #new unseen image path to predict\n",
    "frame = cv2.imread(img)\n",
    "\n",
    "gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)\n",
    "faces = face_cascade.detectMultiScale(gray, minNeighbors=15, scaleFactor=1.2, minSize=(25, 25))\n",
    "eyes = eye_cascade.detectMultiScale(gray, minNeighbors=12, scaleFactor=1.2)\n",
    "\n",
    "for (x, y, w, h) in eyes:\n",
    "    eye = frame[y:y + h, x:x + w]\n",
    "    eye = preprocess_eye(eye)\n",
    "    prediction = model.predict(eye, verbose = 0 )\n",
    "\n",
    "    probability_close = prediction[0][0]\n",
    "    probability_open = prediction[0][1]\n",
    "    \n",
    "    probability_close_percent = probability_close * 100\n",
    "    probability_open_percent = probability_open * 100\n",
    "\n",
    "    if prediction[0][1] > prediction[0][0]:\n",
    "        eye_status = \"Open\"                        \n",
    "    else:\n",
    "        eye_status = \"Close\"               "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "id": "f10d0ec7-0ee1-4251-86bc-892a3cbc228b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.9732616  0.02673834]]\n",
      "Close\n",
      "Probability of Close: 97.33%\n",
      "Probability of Open: 2.67%\n"
     ]
    }
   ],
   "source": [
    "cv2.putText(frame, eye_status, (35,190) , cv2.FONT_HERSHEY_SIMPLEX, 4, (0 ,0 , 255), 8)\n",
    "plt.imshow(cv2.cvtColor(frame, cv2.COLOR_BGR2RGB))\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "\n",
    "print(prediction)\n",
    "print(eye_status)\n",
    "print(f\"Probability of Close: {probability_close_percent:.2f}%\")\n",
    "print(f\"Probability of Open: {probability_open_percent:.2f}%\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fba89c50-1e5d-4cbd-bd8c-aa7162df6500",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
